{"id":"W4310691209","doi":"10.1016/j.brachy.2022.09.052","title":"PL04  Presentation Time: 2:45 PM","year":2022,"lang":"en","type":"article","venue":"Brachytherapy","topic":"Prostate Cancer Diagnosis and Treatment","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Cancer Agency","funders":"","keywords":"Medicine; Prostate cancer; Urology; Randomized controlled trial; Brachytherapy; International Prostate Symptom Score; Quality of life (healthcare); Radiation therapy; Prostate; Urinary system; Lower urinary tract symptoms; Surgery; Internal medicine; Cancer","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.00009443446,0.0000866097,0.0001754327,0.0000503716,0.0001312694,0.00001213274,0.00004214076,0.00001633755,0.004320722],"category_scores_gemma":[0.000005954813,0.00007389962,0.00008440001,0.0001336051,0.00001647851,0.0000476654,0.00002258397,0.00009501228,0.0001117065],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001546847,"about_ca_system_score_gemma":0.0000684382,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004606789,"about_ca_topic_score_gemma":0.000001660025,"domain_scores_codex":[0.9992605,0.00004696218,0.0001320522,0.0001809071,0.0002379287,0.0001416365],"domain_scores_gemma":[0.9996293,0.00003827679,0.0000537122,0.0001889595,0.00002468175,0.00006509761],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.006453925,0.004729489,0.2042508,0.00009869634,0.001250724,0.000703944,0.004172253,0.000615346,0.02392937,0.002053866,0.2883296,0.463412],"study_design_scores_gemma":[0.02763594,0.005281211,0.2172007,0.000042431,0.0002115191,0.0002952416,0.0003014672,0.001219789,0.01418117,0.001418894,0.7318022,0.0004095059],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815884,0.003659366,0.00003567409,0.006588606,0.0002654558,0.001052783,0.00003752452,0.0001103596,0.006661889],"genre_scores_gemma":[0.9831532,0.0006356105,0.000404117,0.003546067,0.0002314392,0.001064931,0.0002202526,0.00003456528,0.01070979],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4630025,"threshold_uncertainty_score":0.9965895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01543119763557527,"score_gpt":0.2915605308524249,"score_spread":0.2761293332168497,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}